{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#导入数据\n",
    "import itertools\n",
    "import warnings\n",
    "import statsmodels.api as sm\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn.metrics import mean_absolute_error\n",
    "plt.style.use('fivethirtyeight')\n",
    "np.random.seed(100)\n",
    "#import os\n",
    "#file_dir=os.getcwd()#获取当前工作目录路径\n",
    "window=2#时间窗\n",
    "scale=2000#归一化参数\n",
    "amount_of_features=1#特征数量\n",
    "train_file='alic90_131.xls'#file_dir+'\\\\data\\\\alic\\\\alic90_131.xls'#读取训练集地址\n",
    "test_file='alic132_136.xls'#file_dir+'\\\\data\\\\alic\\\\alic132_136.xls'#读取测试集地址\n",
    "save_file='alic_predict_sarima.csv'#file_dir+'\\\\data\\\\alic\\\\alic_predict_arima.csv'#储存预测值地址"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#读取数据，构造训练集和测试集的函数\n",
    "def read_train(file_name,window,scale):\n",
    "    #读取数据 \n",
    "    data=pd.read_excel(file_name,header=None) \n",
    "    data=data[1]\n",
    "    return data\n",
    "def read_test(file_name,window,scale):\n",
    "    #读取数据 \n",
    "    data=pd.read_excel(file_name,header=None) \n",
    "    data=data.iloc[:,:]\n",
    "    data=data[0]\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "train=read_train(train_file,window,scale)\n",
    "test=read_test(test_file,window,scale)\n",
    "data=pd.concat([train,test])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ARIMA</th>\n",
       "      <th>seasonal</th>\n",
       "      <th>AIC</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>(1, 1, 1)</td>\n",
       "      <td>(0, 1, 1, 12)</td>\n",
       "      <td>5648.202626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>(1, 1, 1)</td>\n",
       "      <td>(1, 1, 1, 12)</td>\n",
       "      <td>5648.998692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>(1, 1, 1)</td>\n",
       "      <td>(1, 0, 1, 12)</td>\n",
       "      <td>5719.429893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>(1, 1, 0)</td>\n",
       "      <td>(0, 1, 1, 12)</td>\n",
       "      <td>5722.718963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>(1, 1, 0)</td>\n",
       "      <td>(1, 1, 1, 12)</td>\n",
       "      <td>5724.635373</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        ARIMA       seasonal          AIC\n",
       "59  (1, 1, 1)  (0, 1, 1, 12)  5648.202626\n",
       "63  (1, 1, 1)  (1, 1, 1, 12)  5648.998692\n",
       "61  (1, 1, 1)  (1, 0, 1, 12)  5719.429893\n",
       "51  (1, 1, 0)  (0, 1, 1, 12)  5722.718963\n",
       "55  (1, 1, 0)  (1, 1, 1, 12)  5724.635373"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#优化，找到最小的AIC 从而得到sarima模型的参数ARIMA(p,d,q)(P,D,Q)s\n",
    "# Define the p, d and q parameters to take any value between 0 and 2\n",
    "p = d = q = range(0, 2)\n",
    "# Generate all different combinations of p, q and q triplets\n",
    "pdq = list(itertools.product(p, d, q))\n",
    "# Generate all different combinations of seasonal p, q and q triplets\n",
    "seasonal_pdq = [(x[0], x[1], x[2], 12) for x in pdq]\n",
    "warnings.filterwarnings(\"ignore\") # specify to ignore warning messages\n",
    "record=[]\n",
    "for param in pdq:\n",
    "    for param_seasonal in seasonal_pdq:\n",
    "        try:\n",
    "            mod = sm.tsa.statespace.SARIMAX(train,\n",
    "                                            order=param,\n",
    "                                            seasonal_order=param_seasonal,\n",
    "                                            enforce_stationarity=False,\n",
    "                                            enforce_invertibility=False)\n",
    "            results = mod.fit()\n",
    "            record.append([param,param_seasonal,results.aic])\n",
    "        except:\n",
    "            continue\n",
    "#对网格搜索结果排序\n",
    "(pd.DataFrame(record,columns=['ARIMA','seasonal','AIC'])).sort_values(by='AIC',ascending=True).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==============================================================================\n",
      "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "ar.L1          0.8923      0.019     45.854      0.000       0.854       0.930\n",
      "ma.L1         -0.6908      0.035    -19.719      0.000      -0.759      -0.622\n",
      "ma.S.L12      -0.9196      0.012    -73.703      0.000      -0.944      -0.895\n",
      "sigma2        18.1102      0.420     43.099      0.000      17.287      18.934\n",
      "==============================================================================\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x864 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#SARIMA模型 \n",
    "#拟合模型+检验模型 残差不能相关\n",
    "mod = sm.tsa.statespace.SARIMAX(train,\n",
    "                                order=(1, 1, 1),\n",
    "                                seasonal_order=(0, 1, 1, 12),\n",
    "                                enforce_stationarity=False,\n",
    "                                enforce_invertibility=False)\n",
    "results = mod.fit()\n",
    "print(results.summary().tables[1])\n",
    "results.plot_diagnostics(figsize=(15, 12))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#展示效果\n",
    "pred = results.get_prediction(start=0, dynamic=False)\n",
    "y_train_predict = pred.predicted_mean.values\n",
    "y_train_predict=y_train_predict[20:]\n",
    "y_train = train.values\n",
    "y_train=y_train[20:]\n",
    "#在测试集上进行预测\n",
    "pred_uc = results.get_forecast(steps=len(test))  # retun out-of-sample forecast \n",
    "y_test_predict=pred_uc.predicted_mean\n",
    "y_test_predict=y_test_predict.values\n",
    "y_test=test.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "训练集上的MAE/RMSE/MAPE/涨跌准确率\n",
      "3.1399932497589464\n",
      "4.3053532144106\n",
      "0.13682248495917934\n",
      "0.5866261398176292\n"
     ]
    }
   ],
   "source": [
    "#以下函数均为对模型进行检验所用到的  精简代码的作用\n",
    "def mape(y_true, y_pred):\n",
    "    return np.mean(np.abs((y_pred - y_true) / y_true)) * 100\n",
    "def up_down_accuracy(y_true, y_pred):\n",
    "    y_var_test=y_true[1:]-y_true[:len(y_true)-1]#实际涨跌\n",
    "    y_var_predict=y_pred[1:]-y_pred[:len(y_pred)-1]#原始涨跌\n",
    "    txt=np.zeros(len(y_var_test))\n",
    "    for i in range(len(y_var_test-1)):#计算数量\n",
    "        txt[i]=np.sign(y_var_test[i])==np.sign(y_var_predict[i])\n",
    "    result=sum(txt)/len(txt)\n",
    "    return result\n",
    "#展示在训练集上的表现 \n",
    "draw=pd.concat([pd.DataFrame(y_train),pd.DataFrame(y_train_predict)],axis=1)\n",
    "draw.iloc[:,0].plot(figsize=(12,6))\n",
    "draw.iloc[:,1].plot(figsize=(12,6))\n",
    "plt.legend(('real', 'predict'),fontsize='15')\n",
    "plt.title(\"Train Data\",fontsize='30') #添加标题\n",
    "plt.show()\n",
    "#输出结果\n",
    "print('训练集上的MAE/RMSE/MAPE/涨跌准确率')\n",
    "print(mean_absolute_error(y_train_predict, y_train))\n",
    "print(np.sqrt(mean_squared_error(y_train_predict, y_train)))\n",
    "print(mape(y_train_predict, y_train) )\n",
    "print(up_down_accuracy(y_train_predict,y_train))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "测试集上的MAE/RMSE/MAPE/涨跌准确率\n",
      "28.733849139995804\n",
      "36.00451185924664\n",
      "1.3231899852120426\n",
      "0.5462184873949579\n"
     ]
    }
   ],
   "source": [
    "#展示在测试集上的表现 \n",
    "draw=pd.concat([pd.DataFrame(y_test),pd.DataFrame(y_test_predict)],axis=1);\n",
    "draw.iloc[:,0].plot(figsize=(12,6))\n",
    "draw.iloc[:,1].plot(figsize=(12,6))\n",
    "plt.legend(('real', 'predict'),loc='upper right',fontsize='15')\n",
    "plt.title(\"Test Data\",fontsize='30') #添加标题\n",
    "plt.show()\n",
    "print('测试集上的MAE/RMSE/MAPE/涨跌准确率')\n",
    "print(mean_absolute_error(y_test_predict, y_test))\n",
    "print(np.sqrt(mean_squared_error(y_test_predict, y_test)))\n",
    "print(mape(y_test_predict,  y_test) )\n",
    "print(up_down_accuracy(y_test_predict,y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "observed=np.hstack((y_train,y_test)) \n",
    "evaluated=y_train_predict\n",
    "predicted=y_test_predict\n",
    "observed_times=np.arange(len(y_train)+len(y_test))\n",
    "evaluated_times=np.arange(len(y_train))\n",
    "predicted_times=np.arange(len(y_train),len(y_train)+len(y_test))\n",
    "plt.figure(figsize=(15, 5))\n",
    "plt.axvline(len(y_train), linestyle=\"dotted\", linewidth=5, color='r')\n",
    "observed_lines = plt.plot(observed_times, observed, label=\"observation\", color=\"k\")\n",
    "evaluated_lines = plt.plot(evaluated_times, evaluated, label=\"evaluation\", color=\"g\")\n",
    "predicted_lines = plt.plot(predicted_times, predicted, label=\"prediction\", color=\"r\")\n",
    "\n",
    "plt.legend(handles=[observed_lines[0], evaluated_lines[0], predicted_lines[0]],\n",
    "         loc=\"upper left\")\n",
    "#为训练，验证，预测数据分别创建图例\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "#储存文件\n",
    "(pd.DataFrame(y_test_predict)).to_csv(save_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
